| Title | Input | |
|---|---|---|
| 0 | Type | City |
| 1 | Search | los angeles |
| 2 | Place of Interests | in n out, starbucks, mcdonalds, restaurant |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.436 |
| 1 | Dependent Variable: | rent | AIC: | 45.8912 |
| 2 | Date: | 2020-01-22 14:35 | BIC: | 72.6770 |
| 3 | No. Observations: | 58 | Log-Likelihood: | -9.9456 |
| 4 | Df Model: | 12 | F-statistic: | 4.678 |
| 5 | Df Residuals: | 45 | Prob (F-statistic): | 6.86e-05 |
| 6 | R-squared: | 0.555 | Scale: | 0.10634 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 4.22019 | 0.739822 | 5.70433 | 8.56082e-07 | 2.73012 | 5.71027 |
| population | 8.31528e-07 | 2.91515e-06 | 0.285243 | 0.776766 | -5.03989e-06 | 6.70295e-06 |
| density | 1.16419e-05 | 6.15362e-06 | 1.89187 | 0.0649536 | -7.52168e-07 | 2.40359e-05 |
| violent crime | -0.0247842 | 0.0221856 | -1.11713 | 0.269869 | -0.0694683 | 0.0199 |
| property crime | 0.0143176 | 0.025128 | 0.569786 | 0.571657 | -0.0362929 | 0.0649281 |
| MCDONALDS_count | -0.099385 | 0.0548688 | -1.81132 | 0.076769 | -0.209896 | 0.0111264 |
| RESTAURANT_count | -0.0600406 | 0.0429059 | -1.39935 | 0.168562 | -0.146458 | 0.0263764 |
| STARBUCKS_count | 0.0407875 | 0.0142646 | 2.85934 | 0.0064127 | 0.012057 | 0.0695179 |
| IN N OUT_count | 0.0646922 | 0.320445 | 0.201882 | 0.840919 | -0.580718 | 0.710102 |
| MCDONALDS_mean | -5.48134e-05 | 0.000102566 | -0.534424 | 0.595679 | -0.000261391 | 0.000151764 |
| RESTAURANT_mean | -0.000237788 | 0.000241007 | -0.986646 | 0.329092 | -0.000723201 | 0.000247624 |
| STARBUCKS_mean | -9.35229e-05 | 0.000273713 | -0.341683 | 0.73418 | -0.000644809 | 0.000457763 |
| IN N OUT_mean | 9.96773e-06 | 4.08956e-05 | 0.243736 | 0.808543 | -7.24002e-05 | 9.23356e-05 |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.637 |
| 1 | Dependent Variable: | sales | AIC: | 591.3211 |
| 2 | Date: | 2020-01-22 14:35 | BIC: | 615.3731 |
| 3 | No. Observations: | 47 | Log-Likelihood: | -282.66 |
| 4 | Df Model: | 12 | F-statistic: | 7.724 |
| 5 | Df Residuals: | 34 | Prob (F-statistic): | 1.19e-06 |
| 6 | R-squared: | 0.732 | Scale: | 13548. |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 1408.34 | 267.779 | 5.25936 | 7.91167e-06 | 864.153 | 1952.54 |
| population | -0.00117108 | 0.00133842 | -0.874973 | 0.387728 | -0.00389107 | 0.00154891 |
| density | 0.00705378 | 0.00300914 | 2.34412 | 0.0250538 | 0.000938478 | 0.0131691 |
| violent crime | -11.9503 | 12.0194 | -0.994254 | 0.327123 | -36.3766 | 12.476 |
| property crime | 4.21101 | 14.1037 | 0.298574 | 0.767082 | -24.4512 | 32.8732 |
| MCDONALDS_count | -23.661 | 21.2735 | -1.11223 | 0.273843 | -66.894 | 19.572 |
| RESTAURANT_count | -22.4983 | 17.7251 | -1.26929 | 0.212958 | -58.5201 | 13.5235 |
| STARBUCKS_count | 15.6514 | 5.82888 | 2.68515 | 0.0111265 | 3.8057 | 27.4971 |
| IN N OUT_count | 26.9226 | 120.235 | 0.223916 | 0.824163 | -217.425 | 271.27 |
| MCDONALDS_mean | -0.0313431 | 0.0481232 | -0.651309 | 0.519225 | -0.129141 | 0.066455 |
| RESTAURANT_mean | -0.0187274 | 0.101342 | -0.184794 | 0.854489 | -0.224679 | 0.187225 |
| STARBUCKS_mean | 0.0321808 | 0.115492 | 0.278641 | 0.782208 | -0.202527 | 0.266889 |
| IN N OUT_mean | -0.0007658 | 0.0150698 | -0.0508169 | 0.959769 | -0.0313913 | 0.0298597 |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.441 |
| 1 | Dependent Variable: | roi | AIC: | 129.6061 |
| 2 | Date: | 2020-01-22 14:35 | BIC: | 153.6580 |
| 3 | No. Observations: | 47 | Log-Likelihood: | -51.803 |
| 4 | Df Model: | 12 | F-statistic: | 4.028 |
| 5 | Df Residuals: | 34 | Prob (F-statistic): | 0.000665 |
| 6 | R-squared: | 0.587 | Scale: | 0.73366 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 3.90636 | 1.97052 | 1.9824 | 0.0555631 | -0.098227 | 7.91094 |
| population | 1.24707e-05 | 9.8491e-06 | 1.26617 | 0.214058 | -7.54511e-06 | 3.24864e-05 |
| density | -5.15961e-05 | 2.21436e-05 | -2.33007 | 0.0258743 | -9.65972e-05 | -6.59501e-06 |
| violent crime | -0.0206021 | 0.0884476 | -0.23293 | 0.817212 | -0.200349 | 0.159145 |
| property crime | 0.0642184 | 0.103786 | 0.618757 | 0.5402 | -0.1467 | 0.275137 |
| MCDONALDS_count | -0.0522196 | 0.156547 | -0.333571 | 0.740752 | -0.370362 | 0.265922 |
| RESTAURANT_count | -0.0468574 | 0.130435 | -0.359239 | 0.721638 | -0.311934 | 0.218219 |
| STARBUCKS_count | -0.0906456 | 0.0428934 | -2.11328 | 0.0419948 | -0.177816 | -0.00347573 |
| IN N OUT_count | -0.706926 | 0.884783 | -0.798983 | 0.429847 | -2.50502 | 1.09117 |
| MCDONALDS_mean | 0.000834869 | 0.000354127 | 2.35754 | 0.0242921 | 0.000115196 | 0.00155454 |
| RESTAURANT_mean | -0.000576691 | 0.000745753 | -0.773301 | 0.444688 | -0.00209224 | 0.000938861 |
| STARBUCKS_mean | -0.000811491 | 0.000849879 | -0.954831 | 0.346403 | -0.00253865 | 0.000915671 |
| IN N OUT_mean | 7.46533e-05 | 0.000110895 | 0.673188 | 0.505378 | -0.000150713 | 0.000300019 |